{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Global seed set to 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34mINFO    \u001b[0m File ..\u001b[35m/data/\u001b[0m\u001b[95mhca_subsampled_20k.h5ad\u001b[0m already downloaded                             \n"
     ]
    }
   ],
   "source": [
    "#%%\n",
    "import scvi\n",
    "import scanpy as sc\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "adata = scvi.data.heart_cell_atlas_subsampled(save_path='../data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AACTCCCCACGAGAGT-1-HCAHeart7844001                      Myeloid\n",
       "ATAACGCAGAGCTGGT-1-HCAHeart7829979    Ventricular_Cardiomyocyte\n",
       "GTCAAGTCATGCCACG-1-HCAHeart7702879                   Fibroblast\n",
       "GGTGATTCAAATGAGT-1-HCAHeart8102858                  Endothelial\n",
       "AGAGAATTCTTAGCAG-1-HCAHeart8102863                  Endothelial\n",
       "                                                ...            \n",
       "CGTCAGGCAAGGCTCC-1-HCAHeart7985087    Ventricular_Cardiomyocyte\n",
       "AGTCACAAGACGAGCT-1-H0035_RV                           Pericytes\n",
       "GGTGAAGGTTCCACAA-1-HCAHeart7844001                     Lymphoid\n",
       "CAGCTAAGTACAGACG-1-HCAHeart7702876         Atrial_Cardiomyocyte\n",
       "GATCGTATCAGGTTCA-1-HCAHeart7833852         Atrial_Cardiomyocyte\n",
       "Name: cell_type, Length: 18641, dtype: category\n",
       "Categories (11, object): ['Adipocytes', 'Atrial_Cardiomyocyte', 'Endothelial', 'Fibroblast', ..., 'Neuronal', 'Pericytes', 'Smooth_muscle_cells', 'Ventricular_Cardiomyocyte']"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata.obs['cell_type']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.filter_genes(adata, min_counts=3)\n",
    "adata.layers[\"counts\"] = adata.X.copy() # preserve counts\n",
    "sc.pp.normalize_total(adata, target_sum=1e4)\n",
    "sc.pp.log1p(adata)\n",
    "adata.raw = adata # freeze the state in `.raw`\n",
    "sc.pp.highly_variable_genes(\n",
    "    adata,\n",
    "    n_top_genes=1200,\n",
    "    subset=True,\n",
    "    layer=\"counts\",\n",
    "    flavor=\"seurat_v3\",\n",
    "    batch_key=\"cell_source\"\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from model import ScSemiVI\n",
    "ScSemiVI.setup_anndata(\n",
    "    adata,\n",
    "    layer=\"counts\",\n",
    "    labels_key=\"cell_type\",\n",
    "    categorical_covariate_keys=[\"cell_source\", \"donor\"],\n",
    "    continuous_covariate_keys=[\"percent_mito\", \"percent_ribo\"]\n",
    ")\n",
    "m = ScSemiVI(adata, 'cell_type')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 10/10: 100%|██████████| 10/10 [00:34<00:00,  3.49s/it, loss=285, v_num=1]\n"
     ]
    }
   ],
   "source": [
    "m.train(max_epochs=400)\n",
    "m.save(\"my_model/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "scvi.model.SCVI.load"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 0/5\n",
      "Iteration: 1/5\n",
      "Iteration: 2/5\n",
      "Iteration: 3/5\n",
      "Iteration: 4/5\n"
     ]
    }
   ],
   "source": [
    "m.fine_tune(max_iter=5, batch_size=256, lr=2e-5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[406.8736572265625,\n",
       " 346.8669738769531,\n",
       " 338.6004943847656,\n",
       " 333.88800048828125,\n",
       " 330.1343688964844,\n",
       " 327.8569030761719,\n",
       " 325.359130859375,\n",
       " 323.5586853027344,\n",
       " 321.7979736328125,\n",
       " 320.0085144042969,\n",
       " 316.4258728027344,\n",
       " 316.4427185058594,\n",
       " 318.994873046875,\n",
       " 325.6363830566406,\n",
       " 336.9842224121094]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.elbo_hist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(-318.1475)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.module.eval()\n",
    "m.get_elbo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f5cbdd1e950>]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(m.elbo_hist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "latent = m.get_latent_representation()\n",
    "adata.obsm[\"X_scVI\"] = latent\n",
    "adata.layers[\"scvi_normalized\"] = m.get_normalized_expression(\n",
    "    library_size=10e4\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# run PCA then generate UMAP plots\n",
    "sc.tl.pca(adata)\n",
    "sc.pp.neighbors(adata, n_pcs=30, n_neighbors=20)\n",
    "sc.tl.umap(adata, min_dist=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 989.28x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(\n",
    "    adata,\n",
    "    color=[\"cell_type\"],\n",
    "    frameon=False,\n",
    ")\n",
    "sc.pl.umap(\n",
    "    adata,\n",
    "    color=[\"donor\", \"cell_source\"],\n",
    "    ncols=2,\n",
    "    frameon=False,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# use scVI latent space for UMAP generation\n",
    "sc.pp.neighbors(adata, use_rep=\"X_scVI\")\n",
    "sc.tl.umap(adata, min_dist=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 989.28x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(\n",
    "    adata,\n",
    "    color=[\"cell_type\"],\n",
    "    frameon=False,\n",
    ")\n",
    "sc.pl.umap(\n",
    "    adata,\n",
    "    color=[\"donor\", \"cell_source\"],\n",
    "    ncols=2,\n",
    "    frameon=False,\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "323e43ee6910083046388936d9f523523f917dab5f31d3b6a277017b1fd43a91"
  },
  "kernelspec": {
   "display_name": "Python 3.10.4 ('scsemivi')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
